Precision Regulation Model of Water and Fertilizer for Alfalfa Based on Agriculture Cyber-Physical System
The regulation of water and fertilizer for alfalfa growth is not precise enough because the regulation strategy cannot track alfalfa growth dynamically. In this paper, we propose a precision regulation model of water and fertilizer for alfalfa based on agriculture cyber-physical system (ACPS) for ir...
Main Authors: | , , , , |
---|---|
Format: | Article |
Language: | English |
Published: |
IEEE
2020-01-01
|
Series: | IEEE Access |
Subjects: | |
Online Access: | https://ieeexplore.ieee.org/document/9006775/ |
id |
doaj-e9f50466fea941ef902069641f386791 |
---|---|
record_format |
Article |
spelling |
doaj-e9f50466fea941ef902069641f3867912021-03-30T02:41:05ZengIEEEIEEE Access2169-35362020-01-018385013851610.1109/ACCESS.2020.29756729006775Precision Regulation Model of Water and Fertilizer for Alfalfa Based on Agriculture Cyber-Physical SystemRui Liu0https://orcid.org/0000-0001-5356-2275Yahong Zhang1https://orcid.org/0000-0002-1653-7027Yongqi Ge2https://orcid.org/0000-0003-0268-6168Wei Hu3https://orcid.org/0000-0002-5105-0708Baiping Sha4https://orcid.org/0000-0001-9341-4728School of Agriculture, Ningxia University, Yinchuan, ChinaSchool of Agriculture, Ningxia University, Yinchuan, ChinaSchool of Information Engineering, Ningxia University, Yinchuan, ChinaSchool of Agriculture, Ningxia University, Yinchuan, ChinaSchool of Agriculture, Ningxia University, Yinchuan, ChinaThe regulation of water and fertilizer for alfalfa growth is not precise enough because the regulation strategy cannot track alfalfa growth dynamically. In this paper, we propose a precision regulation model of water and fertilizer for alfalfa based on agriculture cyber-physical system (ACPS) for irrigation and fertilizer management in alfalfa (PRMWFA-ACPS). The proposed PRMWFA-ACPS is a comprehensive model that includes the biophysical submodel, the computation submodel of water and fertilizer regulation, and the interaction of the submodels for both. The proposed model interacts with the alfalfa growth and its physical environment along with the irrigation strategy to improve the precise regulation of water and fertilizer. To verify the performance of the proposed model, we develop a simulation platform for PRMWFA-ACPS based on Ptolemy. Through physical experiments performed in the field at the Ningxia irrigation area of the Yellow River over three years (2016-2018), we verified and analyzed PRMWFA-ACPS by comparing the simulated and measured values, such as the growth period, leaf area index, soil water content and alfalfa yield. The experimental results show that the mean relative error of the growth period simulated by the model is between 1.9% and 6.8%, the mean relative error of the leaf area index simulated by the model is between 2.1% and 9.8%, the mean relative error of the soil water content simulated by the model is between 4.3% and 12.8%, and the mean relative error of the yield simulated by the model is between 1.2% and 14.3%. These findings indicate that PRMWFA-ACPS has promising applicability to the Ningxia irrigation area of the Yellow River and improves the accurate regulation of water and fertilizer application to alfalfa in a complex physical environment.https://ieeexplore.ieee.org/document/9006775/Alfalfaagriculture cyber-physical systemprecise regulationgrowth modelPtolemy |
collection |
DOAJ |
language |
English |
format |
Article |
sources |
DOAJ |
author |
Rui Liu Yahong Zhang Yongqi Ge Wei Hu Baiping Sha |
spellingShingle |
Rui Liu Yahong Zhang Yongqi Ge Wei Hu Baiping Sha Precision Regulation Model of Water and Fertilizer for Alfalfa Based on Agriculture Cyber-Physical System IEEE Access Alfalfa agriculture cyber-physical system precise regulation growth model Ptolemy |
author_facet |
Rui Liu Yahong Zhang Yongqi Ge Wei Hu Baiping Sha |
author_sort |
Rui Liu |
title |
Precision Regulation Model of Water and Fertilizer for Alfalfa Based on Agriculture Cyber-Physical System |
title_short |
Precision Regulation Model of Water and Fertilizer for Alfalfa Based on Agriculture Cyber-Physical System |
title_full |
Precision Regulation Model of Water and Fertilizer for Alfalfa Based on Agriculture Cyber-Physical System |
title_fullStr |
Precision Regulation Model of Water and Fertilizer for Alfalfa Based on Agriculture Cyber-Physical System |
title_full_unstemmed |
Precision Regulation Model of Water and Fertilizer for Alfalfa Based on Agriculture Cyber-Physical System |
title_sort |
precision regulation model of water and fertilizer for alfalfa based on agriculture cyber-physical system |
publisher |
IEEE |
series |
IEEE Access |
issn |
2169-3536 |
publishDate |
2020-01-01 |
description |
The regulation of water and fertilizer for alfalfa growth is not precise enough because the regulation strategy cannot track alfalfa growth dynamically. In this paper, we propose a precision regulation model of water and fertilizer for alfalfa based on agriculture cyber-physical system (ACPS) for irrigation and fertilizer management in alfalfa (PRMWFA-ACPS). The proposed PRMWFA-ACPS is a comprehensive model that includes the biophysical submodel, the computation submodel of water and fertilizer regulation, and the interaction of the submodels for both. The proposed model interacts with the alfalfa growth and its physical environment along with the irrigation strategy to improve the precise regulation of water and fertilizer. To verify the performance of the proposed model, we develop a simulation platform for PRMWFA-ACPS based on Ptolemy. Through physical experiments performed in the field at the Ningxia irrigation area of the Yellow River over three years (2016-2018), we verified and analyzed PRMWFA-ACPS by comparing the simulated and measured values, such as the growth period, leaf area index, soil water content and alfalfa yield. The experimental results show that the mean relative error of the growth period simulated by the model is between 1.9% and 6.8%, the mean relative error of the leaf area index simulated by the model is between 2.1% and 9.8%, the mean relative error of the soil water content simulated by the model is between 4.3% and 12.8%, and the mean relative error of the yield simulated by the model is between 1.2% and 14.3%. These findings indicate that PRMWFA-ACPS has promising applicability to the Ningxia irrigation area of the Yellow River and improves the accurate regulation of water and fertilizer application to alfalfa in a complex physical environment. |
topic |
Alfalfa agriculture cyber-physical system precise regulation growth model Ptolemy |
url |
https://ieeexplore.ieee.org/document/9006775/ |
work_keys_str_mv |
AT ruiliu precisionregulationmodelofwaterandfertilizerforalfalfabasedonagriculturecyberphysicalsystem AT yahongzhang precisionregulationmodelofwaterandfertilizerforalfalfabasedonagriculturecyberphysicalsystem AT yongqige precisionregulationmodelofwaterandfertilizerforalfalfabasedonagriculturecyberphysicalsystem AT weihu precisionregulationmodelofwaterandfertilizerforalfalfabasedonagriculturecyberphysicalsystem AT baipingsha precisionregulationmodelofwaterandfertilizerforalfalfabasedonagriculturecyberphysicalsystem |
_version_ |
1724184793024823296 |